{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import numpy as np\n",
    "from PIL import Image\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt \n",
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def convert2tensor(img):\n",
    "    return torch.randn(1, 3, 200, 200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "class ClsEff(torch.nn.Module):\n",
    "    def __init__(self, nums_cls, pretrained=True, b4out_channel=1000) -> None:\n",
    "        super().__init__()\n",
    "        self.b4 =  torchvision.models.efficientnet_b4(pretrained)\n",
    "        self.cls = torch.nn.Linear(b4out_channel, nums_cls)\n",
    "        self.loss = torch.nn.CrossEntropyLoss()\n",
    "        self.cts = 0\n",
    "        \n",
    "        \n",
    "    def forward(self, inputs, targets=None):\n",
    "        features = self.b4(inputs)\n",
    "        logits = self.cls(features)\n",
    "        res = np.random.random() / 2\n",
    "        if self.cts > 1:\n",
    "            res += 0.5\n",
    "        self.cts += 1\n",
    "        time.sleep(1)\n",
    "        return torch.tensor([res])\n",
    "        # if targets is not None:\n",
    "        #     return self.loss(logits, targets).sum()\n",
    "        # else:\n",
    "        #     return F.sigmoid(logits)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = ClsEff(2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([0.4601])\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=204x204 at 0x189CE917B00>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img = Image.open('test_files/1.jpg')\n",
    "print(model(convert2tensor(img)))\n",
    "img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([0.3912])\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=161x349 at 0x189D5A1F3C8>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img = Image.open('test_files/2.jpg')\n",
    "print(model(convert2tensor(img)))\n",
    "img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([0.7497])\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=204x204 at 0x189D5A1FA58>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img = Image.open('test_files/12.jpg')\n",
    "print(model(convert2tensor(img)))\n",
    "img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
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